Install IntelliJ Go plugin (I use alpha): https://github.com/go-lang-plugin-org/go-lang-idea-plugin

Configure project SDK for Go.

Right click main.go -> Select debug

I'm using IntelliJ 15 on OS X. Not certain it's as easy on all platforms.